{"id":"W4313445297","doi":"10.1007/978-981-19-2080-6_82","title":"Designing Online Learning Communities","year":2023,"lang":"en","type":"book-chapter","venue":"Handbook of Open, Distance and Digital Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Japan Society for the Promotion of Science; Brigham Young University","keywords":"Constructivism (international relations); Community of inquiry; Social constructivism; Metacognition; Collaborative learning; Learning community; Experiential learning; Constructivist teaching methods; Active learning (machine learning); Learning sciences; Mathematics education; Cooperative learning; Synchronous learning; Online learning; Pedagogy; Professional learning community; Social learning; Psychology; Computer science; Cognition; Teaching method; Multimedia; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003679563,0.0003909389,0.0003446509,0.001546133,0.002609487,0.003828826,0.002071586,0.001330055,0.01012291],"category_scores_gemma":[0.008613056,0.0004742757,0.0005324853,0.001067016,0.001485471,0.005899849,0.006899102,0.001006619,0.002205669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008865767,"about_ca_system_score_gemma":0.001359929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007862899,"about_ca_topic_score_gemma":0.001055973,"domain_scores_codex":[0.9971784,0.001579509,0.00009560329,0.000322246,0.0006113101,0.0002128612],"domain_scores_gemma":[0.9945542,0.002738148,0.0002589682,0.0008551498,0.0007268284,0.0008668125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000126557,0.0008020602,0.004760634,0.0007850852,0.00004496943,0.00101287,0.01858051,0.02024765,0.01037899,0.458333,0.02134408,0.4635835],"study_design_scores_gemma":[0.0001847007,0.0004827673,0.001837003,0.0006841314,0.00005542857,0.001453909,0.01814449,0.1359265,0.01184127,0.2995097,0.5297856,0.00009458185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1322815,0.001063883,0.7383081,0.001585908,0.0003205021,0.001774174,0.0001528026,0.001767433,0.1227457],"genre_scores_gemma":[0.4605784,0.0006873521,0.4964325,0.0002455353,0.00008531276,0.001558569,0.0004450634,0.0004001857,0.03956699],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01012291,"threshold_uncertainty_score":0.03386456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06242824543283935,"score_gpt":0.357482920680127,"score_spread":0.2950546752472877,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}